{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import xgboost as xgb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "bst = xgb.Booster(model_file='xgb.model')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbUAAAEWCAYAAADhIgmdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x103beaa90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = xgb.plot_importance(bst)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbUAAAEWCAYAAADhIgmdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZrXx/wFKC07hc8U0jQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x103bcfe10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = xgb.plot_importance(bst, color='r', title='t', xlabel='x', ylabel='y')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAacAAAD6CAYAAAAFiIgFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10939dc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = xgb.plot_importance(bst, color=['r', 'r', 'b', 'b'],\n",
    "                         title=None, xlabel=None, ylabel=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "g = xgb.to_graphviz(bst, num_trees=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ax = xgb.to_graphviz(bst, num_trees=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "np.random.seed(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dm = xgb.DMatrix(np.random.randn(100, 100), label=[0, 1]*50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "bst = xgb.train({}, dm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEWCAYAAAB8LwAVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10976e0d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = xgb.plot_importance(bst)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxoAAAEkCAYAAACor0emAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109f96210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = xgb.plot_importance(bst, xlim=(0, 5), ylim=(10, 71))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
